Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 30952 |
| Missing cells | 52 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 3708 |
| Duplicate rows (%) | 12.0% |
| Total size in memory | 12.3 MiB |
| Average record size in memory | 416.5 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 4 |
| Dataset has 3708 (12.0%) duplicate rows | Duplicates |
bill_amt1 is highly overall correlated with bill_amt2 and 4 other fields | High correlation |
bill_amt2 is highly overall correlated with bill_amt1 and 5 other fields | High correlation |
bill_amt3 is highly overall correlated with bill_amt1 and 5 other fields | High correlation |
bill_amt4 is highly overall correlated with bill_amt1 and 5 other fields | High correlation |
bill_amt5 is highly overall correlated with bill_amt1 and 5 other fields | High correlation |
bill_amt6 is highly overall correlated with bill_amt1 and 6 other fields | High correlation |
pay_1 is highly overall correlated with pay_2 | High correlation |
pay_2 is highly overall correlated with pay_1 and 1 other fields | High correlation |
pay_3 is highly overall correlated with pay_2 and 1 other fields | High correlation |
pay_4 is highly overall correlated with pay_3 and 2 other fields | High correlation |
pay_5 is highly overall correlated with pay_4 and 1 other fields | High correlation |
pay_6 is highly overall correlated with pay_4 and 1 other fields | High correlation |
pay_amt1 is highly overall correlated with bill_amt2 | High correlation |
pay_amt2 is highly overall correlated with bill_amt3 | High correlation |
pay_amt3 is highly overall correlated with bill_amt4 | High correlation |
pay_amt4 is highly overall correlated with bill_amt5 and 2 other fields | High correlation |
pay_amt5 is highly overall correlated with bill_amt6 | High correlation |
pay_amt6 is highly overall correlated with pay_amt4 | High correlation |
pay_amt2 is highly skewed (γ1 = 20.0717412) | Skewed |
pay_1 has 19548 (63.2%) zeros | Zeros |
pay_2 has 21800 (70.4%) zeros | Zeros |
pay_3 has 22831 (73.8%) zeros | Zeros |
pay_4 has 24418 (78.9%) zeros | Zeros |
pay_5 has 25294 (81.7%) zeros | Zeros |
pay_6 has 25237 (81.5%) zeros | Zeros |
bill_amt1 has 1827 (5.9%) zeros | Zeros |
bill_amt2 has 2179 (7.0%) zeros | Zeros |
bill_amt3 has 2526 (8.2%) zeros | Zeros |
bill_amt4 has 2804 (9.1%) zeros | Zeros |
bill_amt5 has 3129 (10.1%) zeros | Zeros |
bill_amt6 has 3717 (12.0%) zeros | Zeros |
pay_amt1 has 6253 (20.2%) zeros | Zeros |
pay_amt2 has 6068 (19.6%) zeros | Zeros |
pay_amt3 has 6493 (21.0%) zeros | Zeros |
pay_amt4 has 6870 (22.2%) zeros | Zeros |
pay_amt5 has 7098 (22.9%) zeros | Zeros |
pay_amt6 has 7678 (24.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-30 13:12:29.350462 |
|---|---|
| Analysis finished | 2024-07-30 13:13:21.533538 |
| Duration | 52.18 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
limit_bal
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 145680.65 |
| Minimum | 10000 |
|---|---|
| Maximum | 800000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 100000 |
| Q3 | 210000 |
| 95-th percentile | 400000 |
| Maximum | 800000 |
| Range | 790000 |
| Interquartile range (IQR) | 160000 |
Descriptive statistics
| Standard deviation | 125010.78 |
|---|---|
| Coefficient of variation (CV) | 0.85811522 |
| Kurtosis | 1.1373605 |
| Mean | 145680.65 |
| Median Absolute Deviation (MAD) | 70000 |
| Skewness | 1.237001 |
| Sum | 4.5091074 × 109 |
| Variance | 1.5627695 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50000 | 4048 | 13.1% |
| 20000 | 2697 | 8.7% |
| 30000 | 2256 | 7.3% |
| 80000 | 1678 | 5.4% |
| 200000 | 1379 | 4.5% |
| 100000 | 1240 | 4.0% |
| 150000 | 1028 | 3.3% |
| 60000 | 985 | 3.2% |
| 70000 | 892 | 2.9% |
| 180000 | 824 | 2.7% |
| Other values (69) | 13925 |
| Value | Count | Frequency (%) |
| 10000 | 734 | 2.4% |
| 16000 | 2 | < 0.1% |
| 20000 | 2697 | |
| 30000 | 2256 | |
| 40000 | 363 | 1.2% |
| 50000 | 4048 | |
| 60000 | 985 | 3.2% |
| 70000 | 892 | 2.9% |
| 80000 | 1678 | |
| 90000 | 752 | 2.4% |
| Value | Count | Frequency (%) |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 750000 | 4 | |
| 740000 | 1 | < 0.1% |
| 730000 | 2 | < 0.1% |
| 720000 | 2 | < 0.1% |
| 710000 | 7 | |
| 700000 | 8 | |
| 690000 | 1 | < 0.1% |
| 680000 | 2 | < 0.1% |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Wanita | |
|---|---|
| Pria |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.1807961 |
| Min length | 4 |
Characters and Unicode
| Total characters | 160356 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Wanita |
|---|---|
| 2nd row | Pria |
| 3rd row | Wanita |
| 4th row | Wanita |
| 5th row | Pria |
Common Values
| Value | Count | Frequency (%) |
| Wanita | 18274 | |
| Pria | 12678 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wanita | 18274 | |
| pria | 12678 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 49226 | |
| i | 30952 | |
| W | 18274 | 11.4% |
| n | 18274 | 11.4% |
| t | 18274 | 11.4% |
| P | 12678 | 7.9% |
| r | 12678 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 160356 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 49226 | |
| i | 30952 | |
| W | 18274 | 11.4% |
| n | 18274 | 11.4% |
| t | 18274 | 11.4% |
| P | 12678 | 7.9% |
| r | 12678 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 160356 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 49226 | |
| i | 30952 | |
| W | 18274 | 11.4% |
| n | 18274 | 11.4% |
| t | 18274 | 11.4% |
| P | 12678 | 7.9% |
| r | 12678 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 160356 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 49226 | |
| i | 30952 | |
| W | 18274 | 11.4% |
| n | 18274 | 11.4% |
| t | 18274 | 11.4% |
| P | 12678 | 7.9% |
| r | 12678 | 7.9% |
education
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
| Sarjana | |
|---|---|
| Pascasarjana | |
| SMA | |
| Lainya | 362 |
Length
| Max length | 12 |
|---|---|
| Median length | 7 |
| Mean length | 7.8832386 |
| Min length | 3 |
Characters and Unicode
| Total characters | 244002 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SMA |
|---|---|
| 2nd row | SMA |
| 3rd row | Pascasarjana |
| 4th row | Sarjana |
| 5th row | Sarjana |
Common Values
| Value | Count | Frequency (%) |
| Sarjana | 15105 | |
| Pascasarjana | 9960 | |
| SMA | 5525 | 17.9% |
| Lainya | 362 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sarjana | 15105 | |
| pascasarjana | 9960 | |
| sma | 5525 | 17.9% |
| lainya | 362 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 95839 | |
| n | 25427 | 10.4% |
| r | 25065 | 10.3% |
| j | 25065 | 10.3% |
| S | 20630 | 8.5% |
| s | 19920 | 8.2% |
| P | 9960 | 4.1% |
| c | 9960 | 4.1% |
| M | 5525 | 2.3% |
| A | 5525 | 2.3% |
| Other values (3) | 1086 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 244002 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 95839 | |
| n | 25427 | 10.4% |
| r | 25065 | 10.3% |
| j | 25065 | 10.3% |
| S | 20630 | 8.5% |
| s | 19920 | 8.2% |
| P | 9960 | 4.1% |
| c | 9960 | 4.1% |
| M | 5525 | 2.3% |
| A | 5525 | 2.3% |
| Other values (3) | 1086 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 244002 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 95839 | |
| n | 25427 | 10.4% |
| r | 25065 | 10.3% |
| j | 25065 | 10.3% |
| S | 20630 | 8.5% |
| s | 19920 | 8.2% |
| P | 9960 | 4.1% |
| c | 9960 | 4.1% |
| M | 5525 | 2.3% |
| A | 5525 | 2.3% |
| Other values (3) | 1086 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 244002 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 95839 | |
| n | 25427 | 10.4% |
| r | 25065 | 10.3% |
| j | 25065 | 10.3% |
| S | 20630 | 8.5% |
| s | 19920 | 8.2% |
| P | 9960 | 4.1% |
| c | 9960 | 4.1% |
| M | 5525 | 2.3% |
| A | 5525 | 2.3% |
| Other values (3) | 1086 | 0.4% |
marriage
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 52 |
| Missing (%) | 0.2% |
| Memory size | 2.1 MiB |
| Lajang | |
|---|---|
| Menikah | |
| Lainya | 377 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.4573139 |
| Min length | 6 |
Characters and Unicode
| Total characters | 199531 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lajang |
|---|---|
| 2nd row | Lajang |
| 3rd row | Lajang |
| 4th row | Menikah |
| 5th row | Menikah |
Common Values
| Value | Count | Frequency (%) |
| Lajang | 16392 | |
| Menikah | 14131 | |
| Lainya | 377 | 1.2% |
| (Missing) | 52 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lajang | 16392 | |
| menikah | 14131 | |
| lainya | 377 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 47669 | |
| n | 30900 | |
| L | 16769 | 8.4% |
| j | 16392 | 8.2% |
| g | 16392 | 8.2% |
| i | 14508 | 7.3% |
| M | 14131 | 7.1% |
| e | 14131 | 7.1% |
| k | 14131 | 7.1% |
| h | 14131 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 199531 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 47669 | |
| n | 30900 | |
| L | 16769 | 8.4% |
| j | 16392 | 8.2% |
| g | 16392 | 8.2% |
| i | 14508 | 7.3% |
| M | 14131 | 7.1% |
| e | 14131 | 7.1% |
| k | 14131 | 7.1% |
| h | 14131 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 199531 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 47669 | |
| n | 30900 | |
| L | 16769 | 8.4% |
| j | 16392 | 8.2% |
| g | 16392 | 8.2% |
| i | 14508 | 7.3% |
| M | 14131 | 7.1% |
| e | 14131 | 7.1% |
| k | 14131 | 7.1% |
| h | 14131 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 199531 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 47669 | |
| n | 30900 | |
| L | 16769 | 8.4% |
| j | 16392 | 8.2% |
| g | 16392 | 8.2% |
| i | 14508 | 7.3% |
| M | 14131 | 7.1% |
| e | 14131 | 7.1% |
| k | 14131 | 7.1% |
| h | 14131 | 7.1% |
age
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.321336 |
| Minimum | 21 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 42 |
| 95-th percentile | 53 |
| Maximum | 75 |
| Range | 54 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.3758775 |
|---|---|
| Coefficient of variation (CV) | 0.26544515 |
| Kurtosis | -0.10238633 |
| Mean | 35.321336 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.70291584 |
| Sum | 1093266 |
| Variance | 87.907079 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29 | 1548 | 5.0% |
| 27 | 1533 | 5.0% |
| 28 | 1435 | 4.6% |
| 25 | 1398 | 4.5% |
| 30 | 1375 | 4.4% |
| 26 | 1349 | 4.4% |
| 24 | 1333 | 4.3% |
| 32 | 1186 | 3.8% |
| 31 | 1159 | 3.7% |
| 35 | 1118 | 3.6% |
| Other values (45) | 17518 |
| Value | Count | Frequency (%) |
| 21 | 72 | 0.2% |
| 22 | 707 | |
| 23 | 1104 | |
| 24 | 1333 | |
| 25 | 1398 | |
| 26 | 1349 | |
| 27 | 1533 | |
| 28 | 1435 | |
| 29 | 1548 | |
| 30 | 1375 |
| Value | Count | Frequency (%) |
| 75 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 2 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 1 | < 0.1% |
| 70 | 16 | |
| 69 | 11 | < 0.1% |
| 68 | 5 | < 0.1% |
| 67 | 13 | |
| 66 | 32 |
pay_1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56219307 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 19548 |
| Zeros (%) | 63.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8628677 |
|---|---|
| Coefficient of variation (CV) | 1.5348245 |
| Kurtosis | 6.4885528 |
| Mean | 0.56219307 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9019993 |
| Sum | 17401 |
| Variance | 0.74454067 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 19548 | |
| 1 | 6402 | 20.7% |
| 2 | 4366 | 14.1% |
| 3 | 456 | 1.5% |
| 4 | 105 | 0.3% |
| 5 | 27 | 0.1% |
| 8 | 23 | 0.1% |
| 6 | 15 | < 0.1% |
| 7 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 19548 | |
| 1 | 6402 | 20.7% |
| 2 | 4366 | 14.1% |
| 3 | 456 | 1.5% |
| 4 | 105 | 0.3% |
| 5 | 27 | 0.1% |
| 6 | 15 | < 0.1% |
| 7 | 10 | < 0.1% |
| 8 | 23 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 23 | 0.1% |
| 7 | 10 | < 0.1% |
| 6 | 15 | < 0.1% |
| 5 | 27 | 0.1% |
| 4 | 105 | 0.3% |
| 3 | 456 | 1.5% |
| 2 | 4366 | 14.1% |
| 1 | 6402 | 20.7% |
| 0 | 19548 |
pay_2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63669553 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 21800 |
| Zeros (%) | 70.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.0284261 |
|---|---|
| Coefficient of variation (CV) | 1.6152557 |
| Kurtosis | 1.9431182 |
| Mean | 0.63669553 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4045932 |
| Sum | 19707 |
| Variance | 1.0576602 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 21800 | |
| 2 | 8190 | 26.5% |
| 3 | 680 | 2.2% |
| 4 | 155 | 0.5% |
| 5 | 52 | 0.2% |
| 7 | 35 | 0.1% |
| 6 | 23 | 0.1% |
| 1 | 16 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 21800 | |
| 1 | 16 | 0.1% |
| 2 | 8190 | 26.5% |
| 3 | 680 | 2.2% |
| 4 | 155 | 0.5% |
| 5 | 52 | 0.2% |
| 6 | 23 | 0.1% |
| 7 | 35 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 35 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 52 | 0.2% |
| 4 | 155 | 0.5% |
| 3 | 680 | 2.2% |
| 2 | 8190 | 26.5% |
| 1 | 16 | 0.1% |
| 0 | 21800 |
pay_3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56826699 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 22831 |
| Zeros (%) | 73.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.00889 |
|---|---|
| Coefficient of variation (CV) | 1.7753802 |
| Kurtosis | 4.2432039 |
| Mean | 0.56826699 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7901902 |
| Sum | 17589 |
| Variance | 1.0178589 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 22831 | |
| 2 | 7349 | 23.7% |
| 3 | 482 | 1.6% |
| 4 | 150 | 0.5% |
| 7 | 54 | 0.2% |
| 6 | 40 | 0.1% |
| 5 | 33 | 0.1% |
| 8 | 7 | < 0.1% |
| 1 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22831 | |
| 1 | 6 | < 0.1% |
| 2 | 7349 | 23.7% |
| 3 | 482 | 1.6% |
| 4 | 150 | 0.5% |
| 5 | 33 | 0.1% |
| 6 | 40 | 0.1% |
| 7 | 54 | 0.2% |
| 8 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 7 | < 0.1% |
| 7 | 54 | 0.2% |
| 6 | 40 | 0.1% |
| 5 | 33 | 0.1% |
| 4 | 150 | 0.5% |
| 3 | 482 | 1.6% |
| 2 | 7349 | 23.7% |
| 1 | 6 | < 0.1% |
| 0 | 22831 |
pay_4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.46853192 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 24418 |
| Zeros (%) | 78.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.97689621 |
|---|---|
| Coefficient of variation (CV) | 2.0850153 |
| Kurtosis | 8.0622151 |
| Mean | 0.46853192 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.407194 |
| Sum | 14502 |
| Variance | 0.9543262 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 24418 | |
| 2 | 5838 | 18.9% |
| 3 | 356 | 1.2% |
| 4 | 160 | 0.5% |
| 7 | 110 | 0.4% |
| 5 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 1 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24418 | |
| 1 | 4 | < 0.1% |
| 2 | 5838 | 18.9% |
| 3 | 356 | 1.2% |
| 4 | 160 | 0.5% |
| 5 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 7 | 110 | 0.4% |
| 8 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 110 | 0.4% |
| 6 | 5 | < 0.1% |
| 5 | 58 | 0.2% |
| 4 | 160 | 0.5% |
| 3 | 356 | 1.2% |
| 2 | 5838 | 18.9% |
| 1 | 4 | < 0.1% |
| 0 | 24418 |
pay_5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41199276 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 25294 |
| Zeros (%) | 81.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.94151052 |
|---|---|
| Coefficient of variation (CV) | 2.2852599 |
| Kurtosis | 9.868474 |
| Mean | 0.41199276 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6919562 |
| Sum | 12752 |
| Variance | 0.88644206 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 25294 | |
| 2 | 4931 | 15.9% |
| 3 | 402 | 1.3% |
| 4 | 172 | 0.6% |
| 7 | 109 | 0.4% |
| 5 | 35 | 0.1% |
| 6 | 7 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25294 | |
| 2 | 4931 | 15.9% |
| 3 | 402 | 1.3% |
| 4 | 172 | 0.6% |
| 5 | 35 | 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 109 | 0.4% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 109 | 0.4% |
| 6 | 7 | < 0.1% |
| 5 | 35 | 0.1% |
| 4 | 172 | 0.6% |
| 3 | 402 | 1.3% |
| 2 | 4931 | 15.9% |
| 0 | 25294 |
pay_6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40986043 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 25237 |
| Zeros (%) | 81.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.92639717 |
|---|---|
| Coefficient of variation (CV) | 2.2602747 |
| Kurtosis | 9.6047156 |
| Mean | 0.40986043 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6397862 |
| Sum | 12686 |
| Variance | 0.85821171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 25237 | |
| 2 | 5085 | 16.4% |
| 3 | 377 | 1.2% |
| 4 | 99 | 0.3% |
| 7 | 81 | 0.3% |
| 6 | 45 | 0.1% |
| 5 | 24 | 0.1% |
| 8 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25237 | |
| 2 | 5085 | 16.4% |
| 3 | 377 | 1.2% |
| 4 | 99 | 0.3% |
| 5 | 24 | 0.1% |
| 6 | 45 | 0.1% |
| 7 | 81 | 0.3% |
| 8 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 4 | < 0.1% |
| 7 | 81 | 0.3% |
| 6 | 45 | 0.1% |
| 5 | 24 | 0.1% |
| 4 | 99 | 0.3% |
| 3 | 377 | 1.2% |
| 2 | 5085 | 16.4% |
| 0 | 25237 |
bill_amt1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17193 |
|---|---|
| Distinct (%) | 55.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50803.231 |
| Minimum | 0 |
|---|---|
| Maximum | 746814 |
| Zeros | 1827 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6305 |
| median | 25420 |
| Q3 | 64658.75 |
| 95-th percentile | 192950.5 |
| Maximum | 746814 |
| Range | 746814 |
| Interquartile range (IQR) | 58353.75 |
Descriptive statistics
| Standard deviation | 70331.547 |
|---|---|
| Coefficient of variation (CV) | 1.3843912 |
| Kurtosis | 10.150734 |
| Mean | 50803.231 |
| Median Absolute Deviation (MAD) | 23053 |
| Skewness | 2.7431495 |
| Sum | 1.5724616 × 109 |
| Variance | 4.9465264 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1827 | 5.9% |
| 390 | 233 | 0.8% |
| 780 | 99 | 0.3% |
| 2400 | 74 | 0.2% |
| 1050 | 58 | 0.2% |
| 316 | 54 | 0.2% |
| 396 | 43 | 0.1% |
| 326 | 42 | 0.1% |
| 600 | 37 | 0.1% |
| 1650 | 25 | 0.1% |
| Other values (17183) | 28460 |
| Value | Count | Frequency (%) |
| 0 | 1827 | |
| 3 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 5 | < 0.1% |
| 27 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 746814 | 1 | < 0.1% |
| 613860 | 3 | |
| 610723 | 2 | < 0.1% |
| 589654 | 1 | < 0.1% |
| 581775 | 2 | < 0.1% |
| 581319 | 3 | |
| 564757 | 1 | < 0.1% |
| 563892 | 1 | < 0.1% |
| 562326 | 5 | |
| 548551 | 2 | < 0.1% |
bill_amt2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16808 |
|---|---|
| Distinct (%) | 54.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49322.664 |
| Minimum | 0 |
|---|---|
| Maximum | 581775 |
| Zeros | 2179 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6089.5 |
| median | 24838 |
| Q3 | 62197 |
| 95-th percentile | 187658 |
| Maximum | 581775 |
| Range | 581775 |
| Interquartile range (IQR) | 56107.5 |
Descriptive statistics
| Standard deviation | 68114.785 |
|---|---|
| Coefficient of variation (CV) | 1.3810038 |
| Kurtosis | 9.9001775 |
| Mean | 49322.664 |
| Median Absolute Deviation (MAD) | 22978 |
| Skewness | 2.7260062 |
| Sum | 1.5266351 × 109 |
| Variance | 4.639624 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2179 | 7.0% |
| 390 | 222 | 0.7% |
| 780 | 100 | 0.3% |
| 2400 | 83 | 0.3% |
| 326 | 70 | 0.2% |
| 316 | 62 | 0.2% |
| 1050 | 56 | 0.2% |
| 396 | 52 | 0.2% |
| 600 | 35 | 0.1% |
| 2500 | 29 | 0.1% |
| Other values (16798) | 28064 |
| Value | Count | Frequency (%) |
| 0 | 2179 | |
| 3 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 4 | < 0.1% |
| 11 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 26 | 2 | < 0.1% |
| 28 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 581775 | 1 | < 0.1% |
| 572834 | 1 | < 0.1% |
| 572677 | 2 | < 0.1% |
| 569577 | 1 | < 0.1% |
| 555086 | 2 | < 0.1% |
| 552144 | 3 | |
| 546741 | 2 | < 0.1% |
| 539418 | 2 | < 0.1% |
| 535509 | 2 | < 0.1% |
| 534289 | 5 |
bill_amt3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16523 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47315.515 |
| Minimum | 0 |
|---|---|
| Maximum | 578971 |
| Zeros | 2526 |
| Zeros (%) | 8.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5978 |
| median | 23675.5 |
| Q3 | 59529 |
| 95-th percentile | 181490 |
| Maximum | 578971 |
| Range | 578971 |
| Interquartile range (IQR) | 53551 |
Descriptive statistics
| Standard deviation | 66037.724 |
|---|---|
| Coefficient of variation (CV) | 1.3956886 |
| Kurtosis | 10.427358 |
| Mean | 47315.515 |
| Median Absolute Deviation (MAD) | 22099.5 |
| Skewness | 2.7966136 |
| Sum | 1.4645098 × 109 |
| Variance | 4.3609809 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2526 | 8.2% |
| 390 | 270 | 0.9% |
| 2400 | 74 | 0.2% |
| 780 | 74 | 0.2% |
| 326 | 65 | 0.2% |
| 316 | 62 | 0.2% |
| 1050 | 49 | 0.2% |
| 396 | 40 | 0.1% |
| 600 | 37 | 0.1% |
| 416 | 30 | 0.1% |
| Other values (16513) | 27725 |
| Value | Count | Frequency (%) |
| 0 | 2526 | |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 578971 | 4 | |
| 577957 | 1 | < 0.1% |
| 572677 | 1 | < 0.1% |
| 548020 | 2 | < 0.1% |
| 537543 | 5 | |
| 535509 | 2 | < 0.1% |
| 523423 | 3 | |
| 519267 | 2 | < 0.1% |
| 517746 | 1 | < 0.1% |
| 499936 | 2 | < 0.1% |
bill_amt4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16166 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43861.488 |
| Minimum | 0 |
|---|---|
| Maximum | 628699 |
| Zeros | 2804 |
| Zeros (%) | 9.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5429.25 |
| median | 21074 |
| Q3 | 54067.5 |
| 95-th percentile | 167940.1 |
| Maximum | 628699 |
| Range | 628699 |
| Interquartile range (IQR) | 48638.25 |
Descriptive statistics
| Standard deviation | 62066.709 |
|---|---|
| Coefficient of variation (CV) | 1.4150616 |
| Kurtosis | 11.491819 |
| Mean | 43861.488 |
| Median Absolute Deviation (MAD) | 19664.5 |
| Skewness | 2.9017798 |
| Sum | 1.3576008 × 109 |
| Variance | 3.8522763 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2804 | 9.1% |
| 390 | 217 | 0.7% |
| 780 | 103 | 0.3% |
| 316 | 73 | 0.2% |
| 2400 | 73 | 0.2% |
| 326 | 58 | 0.2% |
| 1050 | 56 | 0.2% |
| 600 | 44 | 0.1% |
| 416 | 39 | 0.1% |
| 1261 | 37 | 0.1% |
| Other values (16156) | 27448 |
| Value | Count | Frequency (%) |
| 0 | 2804 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 628699 | 1 | < 0.1% |
| 616836 | 1 | < 0.1% |
| 563543 | 1 | < 0.1% |
| 548020 | 2 | < 0.1% |
| 541019 | 5 | |
| 530672 | 2 | < 0.1% |
| 518741 | 2 | < 0.1% |
| 514249 | 2 | < 0.1% |
| 505507 | 2 | < 0.1% |
| 504929 | 5 |
bill_amt5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15764 |
|---|---|
| Distinct (%) | 50.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40687.128 |
| Minimum | 0 |
|---|---|
| Maximum | 587067 |
| Zeros | 3129 |
| Zeros (%) | 10.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4192 |
| median | 19704.5 |
| Q3 | 49794 |
| 95-th percentile | 157116.65 |
| Maximum | 587067 |
| Range | 587067 |
| Interquartile range (IQR) | 45602 |
Descriptive statistics
| Standard deviation | 58379.932 |
|---|---|
| Coefficient of variation (CV) | 1.4348502 |
| Kurtosis | 11.778769 |
| Mean | 40687.128 |
| Median Absolute Deviation (MAD) | 18417.5 |
| Skewness | 2.9266215 |
| Sum | 1.259348 × 109 |
| Variance | 3.4082164 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3129 | 10.1% |
| 390 | 218 | 0.7% |
| 780 | 116 | 0.4% |
| 316 | 83 | 0.3% |
| 2400 | 74 | 0.2% |
| 326 | 60 | 0.2% |
| 1050 | 54 | 0.2% |
| 150 | 51 | 0.2% |
| 300 | 45 | 0.1% |
| 396 | 39 | 0.1% |
| Other values (15754) | 27083 |
| Value | Count | Frequency (%) |
| 0 | 3129 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 587067 | 1 | < 0.1% |
| 547880 | 3 | |
| 530672 | 2 | < 0.1% |
| 516139 | 2 | < 0.1% |
| 514114 | 1 | < 0.1% |
| 508213 | 2 | < 0.1% |
| 503914 | 1 | < 0.1% |
| 501474 | 5 | |
| 486721 | 2 | < 0.1% |
| 484612 | 2 | < 0.1% |
bill_amt6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15420 |
|---|---|
| Distinct (%) | 49.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39096.694 |
| Minimum | 0 |
|---|---|
| Maximum | 527711 |
| Zeros | 3717 |
| Zeros (%) | 12.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2946 |
| median | 19225 |
| Q3 | 48760.25 |
| 95-th percentile | 153202.65 |
| Maximum | 527711 |
| Range | 527711 |
| Interquartile range (IQR) | 45814.25 |
Descriptive statistics
| Standard deviation | 56688.472 |
|---|---|
| Coefficient of variation (CV) | 1.4499556 |
| Kurtosis | 11.395759 |
| Mean | 39096.694 |
| Median Absolute Deviation (MAD) | 18239 |
| Skewness | 2.8875721 |
| Sum | 1.2101209 × 109 |
| Variance | 3.2135828 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3717 | 12.0% |
| 390 | 197 | 0.6% |
| 780 | 93 | 0.3% |
| 150 | 85 | 0.3% |
| 316 | 79 | 0.3% |
| 326 | 59 | 0.2% |
| 2400 | 56 | 0.2% |
| 1050 | 54 | 0.2% |
| 416 | 38 | 0.1% |
| 396 | 36 | 0.1% |
| Other values (15410) | 26538 |
| Value | Count | Frequency (%) |
| 0 | 3717 | |
| 2 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 527711 | 1 | < 0.1% |
| 527566 | 1 | < 0.1% |
| 514975 | 2 | < 0.1% |
| 499100 | 1 | < 0.1% |
| 498316 | 2 | < 0.1% |
| 496801 | 2 | < 0.1% |
| 478034 | 5 | |
| 472480 | 2 | < 0.1% |
| 469961 | 1 | < 0.1% |
| 468305 | 2 | < 0.1% |
pay_amt1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6433 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5185.7766 |
| Minimum | 0 |
|---|---|
| Maximum | 873552 |
| Zeros | 6253 |
| Zeros (%) | 20.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 650 |
| median | 2000 |
| Q3 | 4840 |
| 95-th percentile | 16054.05 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4190 |
Descriptive statistics
| Standard deviation | 15491.173 |
|---|---|
| Coefficient of variation (CV) | 2.9872428 |
| Kurtosis | 454.22149 |
| Mean | 5185.7766 |
| Median Absolute Deviation (MAD) | 1999 |
| Skewness | 14.891596 |
| Sum | 1.6051016 × 108 |
| Variance | 2.3997645 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6253 | 20.2% |
| 2000 | 1617 | 5.2% |
| 3000 | 1005 | 3.2% |
| 5000 | 736 | 2.4% |
| 1500 | 622 | 2.0% |
| 4000 | 430 | 1.4% |
| 1000 | 430 | 1.4% |
| 2500 | 350 | 1.1% |
| 10000 | 332 | 1.1% |
| 6000 | 270 | 0.9% |
| Other values (6423) | 18907 |
| Value | Count | Frequency (%) |
| 0 | 6253 | |
| 1 | 13 | < 0.1% |
| 2 | 15 | < 0.1% |
| 3 | 16 | 0.1% |
| 4 | 23 | 0.1% |
| 5 | 18 | 0.1% |
| 6 | 23 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 873552 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 300039 | 1 | |
| 300000 | 1 | |
| 298887 | 1 | |
| 272817 | 1 |
pay_amt2
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 6472 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5180.5418 |
| Minimum | 0 |
|---|---|
| Maximum | 1215471 |
| Zeros | 6068 |
| Zeros (%) | 19.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 659.5 |
| median | 2000 |
| Q3 | 4500 |
| 95-th percentile | 15887.35 |
| Maximum | 1215471 |
| Range | 1215471 |
| Interquartile range (IQR) | 3840.5 |
Descriptive statistics
| Standard deviation | 18029.116 |
|---|---|
| Coefficient of variation (CV) | 3.4801603 |
| Kurtosis | 830.14934 |
| Mean | 5180.5418 |
| Median Absolute Deviation (MAD) | 1842 |
| Skewness | 20.071741 |
| Sum | 1.6034813 × 108 |
| Variance | 3.2504903 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6068 | 19.6% |
| 2000 | 1491 | 4.8% |
| 3000 | 946 | 3.1% |
| 5000 | 712 | 2.3% |
| 1000 | 676 | 2.2% |
| 1500 | 662 | 2.1% |
| 4000 | 422 | 1.4% |
| 2500 | 287 | 0.9% |
| 10000 | 286 | 0.9% |
| 6000 | 279 | 0.9% |
| Other values (6462) | 19123 |
| Value | Count | Frequency (%) |
| 0 | 6068 | |
| 1 | 9 | < 0.1% |
| 2 | 28 | 0.1% |
| 3 | 19 | 0.1% |
| 4 | 17 | 0.1% |
| 5 | 38 | 0.1% |
| 6 | 9 | < 0.1% |
| 7 | 19 | 0.1% |
| 8 | 13 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1215471 | 1 | < 0.1% |
| 580464 | 1 | < 0.1% |
| 415552 | 1 | < 0.1% |
| 401003 | 1 | < 0.1% |
| 388126 | 1 | < 0.1% |
| 385228 | 1 | < 0.1% |
| 384986 | 1 | < 0.1% |
| 368199 | 1 | < 0.1% |
| 358689 | 8 | |
| 340000 | 1 | < 0.1% |
pay_amt3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6130 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4763.2548 |
| Minimum | 0 |
|---|---|
| Maximum | 889043 |
| Zeros | 6493 |
| Zeros (%) | 21.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 380 |
| median | 1603 |
| Q3 | 4000 |
| 95-th percentile | 15066 |
| Maximum | 889043 |
| Range | 889043 |
| Interquartile range (IQR) | 3620 |
Descriptive statistics
| Standard deviation | 16135.374 |
|---|---|
| Coefficient of variation (CV) | 3.3874682 |
| Kurtosis | 481.00156 |
| Mean | 4763.2548 |
| Median Absolute Deviation (MAD) | 1603 |
| Skewness | 15.910021 |
| Sum | 1.4743226 × 108 |
| Variance | 2.603503 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6493 | 21.0% |
| 2000 | 1433 | 4.6% |
| 1000 | 1322 | 4.3% |
| 3000 | 964 | 3.1% |
| 5000 | 689 | 2.2% |
| 1500 | 624 | 2.0% |
| 4000 | 376 | 1.2% |
| 1200 | 292 | 0.9% |
| 10000 | 266 | 0.9% |
| 1300 | 246 | 0.8% |
| Other values (6120) | 18247 |
| Value | Count | Frequency (%) |
| 0 | 6493 | |
| 1 | 16 | 0.1% |
| 2 | 18 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 19 | 0.1% |
| 5 | 24 | 0.1% |
| 6 | 19 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 13 | < 0.1% |
| 9 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 889043 | 1 | |
| 508229 | 2 | |
| 417588 | 1 | |
| 400972 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 338394 | 1 | |
| 310852 | 1 |
pay_amt4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5684 |
|---|---|
| Distinct (%) | 18.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4360.1245 |
| Minimum | 0 |
|---|---|
| Maximum | 621000 |
| Zeros | 6870 |
| Zeros (%) | 22.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 234 |
| median | 1369 |
| Q3 | 3600 |
| 95-th percentile | 15000 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3366 |
Descriptive statistics
| Standard deviation | 14053.267 |
|---|---|
| Coefficient of variation (CV) | 3.2231343 |
| Kurtosis | 332.71134 |
| Mean | 4360.1245 |
| Median Absolute Deviation (MAD) | 1369 |
| Skewness | 13.659744 |
| Sum | 1.3495457 × 108 |
| Variance | 1.974943 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6870 | 22.2% |
| 1000 | 1690 | 5.5% |
| 2000 | 1352 | 4.4% |
| 3000 | 908 | 2.9% |
| 5000 | 732 | 2.4% |
| 1500 | 603 | 1.9% |
| 4000 | 387 | 1.3% |
| 10000 | 291 | 0.9% |
| 500 | 277 | 0.9% |
| 2500 | 268 | 0.9% |
| Other values (5674) | 17574 |
| Value | Count | Frequency (%) |
| 0 | 6870 | |
| 1 | 22 | 0.1% |
| 2 | 19 | 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 18 | 0.1% |
| 5 | 18 | 0.1% |
| 6 | 21 | 0.1% |
| 7 | 10 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 621000 | 1 | |
| 528897 | 1 | |
| 432130 | 2 | |
| 330982 | 1 | |
| 320008 | 1 | |
| 292962 | 1 | |
| 281225 | 1 | |
| 280695 | 1 | |
| 265852 | 1 | |
| 250144 | 1 |
pay_amt5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5629 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4314.4813 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 7098 |
| Zeros (%) | 22.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 200 |
| median | 1423 |
| Q3 | 3625.25 |
| 95-th percentile | 14314.4 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3425.25 |
Descriptive statistics
| Standard deviation | 13637.794 |
|---|---|
| Coefficient of variation (CV) | 3.1609348 |
| Kurtosis | 204.20829 |
| Mean | 4314.4813 |
| Median Absolute Deviation (MAD) | 1423 |
| Skewness | 11.570032 |
| Sum | 1.3354182 × 108 |
| Variance | 1.8598942 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7098 | |
| 1000 | 1618 | 5.2% |
| 2000 | 1455 | 4.7% |
| 3000 | 1010 | 3.3% |
| 5000 | 753 | 2.4% |
| 1500 | 515 | 1.7% |
| 4000 | 421 | 1.4% |
| 10000 | 309 | 1.0% |
| 500 | 274 | 0.9% |
| 2500 | 260 | 0.8% |
| Other values (5619) | 17239 |
| Value | Count | Frequency (%) |
| 0 | 7098 | |
| 1 | 16 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 15 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 11 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 332000 | 1 | |
| 326889 | 1 | |
| 303512 | 1 | |
| 302823 | 1 | |
| 287982 | 2 | |
| 284069 | 1 | |
| 279000 | 2 |
pay_amt6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5695 |
|---|---|
| Distinct (%) | 18.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4587.0264 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 7678 |
| Zeros (%) | 24.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 483.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 1302 |
| Q3 | 3500 |
| 95-th percentile | 15000 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3494 |
Descriptive statistics
| Standard deviation | 16050.361 |
|---|---|
| Coefficient of variation (CV) | 3.4990776 |
| Kurtosis | 201.62079 |
| Mean | 4587.0264 |
| Median Absolute Deviation (MAD) | 1302 |
| Skewness | 11.506735 |
| Sum | 1.4197764 × 108 |
| Variance | 2.5761409 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7678 | |
| 1000 | 1508 | 4.9% |
| 2000 | 1430 | 4.6% |
| 3000 | 967 | 3.1% |
| 5000 | 776 | 2.5% |
| 1500 | 622 | 2.0% |
| 4000 | 398 | 1.3% |
| 10000 | 285 | 0.9% |
| 500 | 285 | 0.9% |
| 2500 | 238 | 0.8% |
| Other values (5685) | 16765 |
| Value | Count | Frequency (%) |
| 0 | 7678 | |
| 1 | 19 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 10 | < 0.1% |
| 6 | 9 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 527143 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 308000 | 1 | |
| 287982 | 1 | |
| 280000 | 1 |
gb_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 30952 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16685 | |
| 1 | 14267 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 16685 | |
| 1 | 14267 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16685 | |
| 1 | 14267 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30952 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16685 | |
| 1 | 14267 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30952 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16685 | |
| 1 | 14267 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30952 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16685 | |
| 1 | 14267 |
| age | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | education | gb_flag | limit_bal | marriage | pay_1 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | sex | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.032 | 0.032 | 0.034 | 0.031 | 0.029 | 0.032 | 0.163 | 0.103 | 0.168 | 0.356 | -0.020 | -0.015 | -0.015 | -0.006 | -0.020 | -0.028 | 0.053 | 0.067 | 0.053 | 0.053 | 0.057 | 0.065 | 0.099 |
| bill_amt1 | 0.032 | 1.000 | 0.926 | 0.879 | 0.827 | 0.784 | 0.742 | 0.045 | 0.120 | 0.172 | 0.035 | 0.072 | 0.098 | 0.053 | 0.057 | 0.068 | 0.059 | 0.433 | 0.431 | 0.412 | 0.416 | 0.400 | 0.385 | 0.046 |
| bill_amt2 | 0.032 | 0.926 | 1.000 | 0.924 | 0.867 | 0.816 | 0.773 | 0.045 | 0.138 | 0.161 | 0.046 | 0.093 | 0.094 | 0.087 | 0.077 | 0.086 | 0.074 | 0.540 | 0.447 | 0.435 | 0.428 | 0.423 | 0.403 | 0.046 |
| bill_amt3 | 0.034 | 0.879 | 0.924 | 1.000 | 0.918 | 0.860 | 0.811 | 0.045 | 0.151 | 0.164 | 0.049 | 0.102 | 0.104 | 0.085 | 0.109 | 0.109 | 0.093 | 0.476 | 0.553 | 0.449 | 0.448 | 0.443 | 0.425 | 0.049 |
| bill_amt4 | 0.031 | 0.827 | 0.867 | 0.918 | 1.000 | 0.914 | 0.856 | 0.043 | 0.159 | 0.168 | 0.037 | 0.110 | 0.116 | 0.108 | 0.124 | 0.148 | 0.126 | 0.448 | 0.494 | 0.559 | 0.462 | 0.465 | 0.445 | 0.040 |
| bill_amt5 | 0.029 | 0.784 | 0.816 | 0.860 | 0.914 | 1.000 | 0.914 | 0.043 | 0.162 | 0.174 | 0.043 | 0.122 | 0.128 | 0.123 | 0.151 | 0.170 | 0.170 | 0.416 | 0.460 | 0.495 | 0.573 | 0.483 | 0.475 | 0.042 |
| bill_amt6 | 0.032 | 0.742 | 0.773 | 0.811 | 0.856 | 0.914 | 1.000 | 0.044 | 0.169 | 0.180 | 0.038 | 0.129 | 0.131 | 0.129 | 0.160 | 0.187 | 0.178 | 0.393 | 0.431 | 0.469 | 0.515 | 0.600 | 0.496 | 0.040 |
| education | 0.163 | 0.045 | 0.045 | 0.045 | 0.043 | 0.043 | 0.044 | 1.000 | 0.159 | 0.162 | 0.140 | 0.058 | 0.057 | 0.054 | 0.058 | 0.053 | 0.051 | 0.009 | 0.000 | 0.035 | 0.007 | 0.015 | 0.026 | 0.018 |
| gb_flag | 0.103 | 0.120 | 0.138 | 0.151 | 0.159 | 0.162 | 0.169 | 0.159 | 1.000 | 0.365 | 0.019 | 0.457 | 0.417 | 0.411 | 0.429 | 0.411 | 0.386 | 0.037 | 0.035 | 0.036 | 0.041 | 0.066 | 0.063 | 0.067 |
| limit_bal | 0.168 | 0.172 | 0.161 | 0.164 | 0.168 | 0.174 | 0.180 | 0.162 | 0.365 | 1.000 | 0.069 | -0.241 | -0.237 | -0.232 | -0.251 | -0.223 | -0.218 | 0.343 | 0.342 | 0.358 | 0.349 | 0.368 | 0.387 | 0.078 |
| marriage | 0.356 | 0.035 | 0.046 | 0.049 | 0.037 | 0.043 | 0.038 | 0.140 | 0.019 | 0.069 | 1.000 | 0.000 | 0.018 | 0.012 | 0.011 | 0.010 | 0.010 | 0.036 | 0.035 | 0.035 | 0.034 | 0.006 | 0.000 | 0.037 |
| pay_1 | -0.020 | 0.072 | 0.093 | 0.102 | 0.110 | 0.122 | 0.129 | 0.058 | 0.457 | -0.241 | 0.000 | 1.000 | 0.608 | 0.397 | 0.362 | 0.340 | 0.304 | -0.269 | -0.152 | -0.136 | -0.110 | -0.078 | -0.105 | 0.044 |
| pay_2 | -0.015 | 0.098 | 0.094 | 0.104 | 0.116 | 0.128 | 0.131 | 0.057 | 0.417 | -0.237 | 0.018 | 0.608 | 1.000 | 0.568 | 0.435 | 0.399 | 0.359 | -0.346 | -0.169 | -0.118 | -0.099 | -0.069 | -0.089 | 0.049 |
| pay_3 | -0.015 | 0.053 | 0.087 | 0.085 | 0.108 | 0.123 | 0.129 | 0.054 | 0.411 | -0.232 | 0.012 | 0.397 | 0.568 | 1.000 | 0.611 | 0.466 | 0.417 | -0.029 | -0.337 | -0.160 | -0.109 | -0.077 | -0.098 | 0.048 |
| pay_4 | -0.006 | 0.057 | 0.077 | 0.109 | 0.124 | 0.151 | 0.160 | 0.058 | 0.429 | -0.251 | 0.011 | 0.362 | 0.435 | 0.611 | 1.000 | 0.684 | 0.512 | -0.086 | -0.034 | -0.301 | -0.136 | -0.083 | -0.094 | 0.051 |
| pay_5 | -0.020 | 0.068 | 0.086 | 0.109 | 0.148 | 0.170 | 0.187 | 0.053 | 0.411 | -0.223 | 0.010 | 0.340 | 0.399 | 0.466 | 0.684 | 1.000 | 0.687 | -0.103 | -0.069 | -0.038 | -0.242 | -0.090 | -0.079 | 0.048 |
| pay_6 | -0.028 | 0.059 | 0.074 | 0.093 | 0.126 | 0.170 | 0.178 | 0.051 | 0.386 | -0.218 | 0.010 | 0.304 | 0.359 | 0.417 | 0.512 | 0.687 | 1.000 | -0.089 | -0.093 | -0.056 | -0.005 | -0.232 | -0.107 | 0.045 |
| pay_amt1 | 0.053 | 0.433 | 0.540 | 0.476 | 0.448 | 0.416 | 0.393 | 0.009 | 0.037 | 0.343 | 0.036 | -0.269 | -0.346 | -0.029 | -0.086 | -0.103 | -0.089 | 1.000 | 0.394 | 0.464 | 0.428 | 0.419 | 0.409 | 0.000 |
| pay_amt2 | 0.067 | 0.431 | 0.447 | 0.553 | 0.494 | 0.460 | 0.431 | 0.000 | 0.035 | 0.342 | 0.035 | -0.152 | -0.169 | -0.337 | -0.034 | -0.069 | -0.093 | 0.394 | 1.000 | 0.425 | 0.476 | 0.442 | 0.445 | 0.016 |
| pay_amt3 | 0.053 | 0.412 | 0.435 | 0.449 | 0.559 | 0.495 | 0.469 | 0.035 | 0.036 | 0.358 | 0.035 | -0.136 | -0.118 | -0.160 | -0.301 | -0.038 | -0.056 | 0.464 | 0.425 | 1.000 | 0.433 | 0.494 | 0.466 | 0.011 |
| pay_amt4 | 0.053 | 0.416 | 0.428 | 0.448 | 0.462 | 0.573 | 0.515 | 0.007 | 0.041 | 0.349 | 0.034 | -0.110 | -0.099 | -0.109 | -0.136 | -0.242 | -0.005 | 0.428 | 0.476 | 0.433 | 1.000 | 0.448 | 0.506 | 0.009 |
| pay_amt5 | 0.057 | 0.400 | 0.423 | 0.443 | 0.465 | 0.483 | 0.600 | 0.015 | 0.066 | 0.368 | 0.006 | -0.078 | -0.069 | -0.077 | -0.083 | -0.090 | -0.232 | 0.419 | 0.442 | 0.494 | 0.448 | 1.000 | 0.481 | 0.009 |
| pay_amt6 | 0.065 | 0.385 | 0.403 | 0.425 | 0.445 | 0.475 | 0.496 | 0.026 | 0.063 | 0.387 | 0.000 | -0.105 | -0.089 | -0.098 | -0.094 | -0.079 | -0.107 | 0.409 | 0.445 | 0.466 | 0.506 | 0.481 | 1.000 | 0.003 |
| sex | 0.099 | 0.046 | 0.046 | 0.049 | 0.040 | 0.042 | 0.040 | 0.018 | 0.067 | 0.078 | 0.037 | 0.044 | 0.049 | 0.048 | 0.051 | 0.048 | 0.045 | 0.000 | 0.016 | 0.011 | 0.009 | 0.009 | 0.003 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| limit_bal | sex | education | marriage | age | pay_1 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | gb_flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||||||||||||
| 1 | 20000 | Wanita | SMA | Lajang | 39 | 0 | 0 | 2 | 2 | 3 | 2 | 12241.0 | 16020.0 | 16457.0 | 20906.0 | 20289.0 | 20407.0 | 4000 | 1000 | 4750 | 0 | 600 | 0 | 1 |
| 2 | 100000 | Pria | SMA | Lajang | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 1440.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 80000 | Wanita | Pascasarjana | Lajang | 26 | 2 | 0 | 0 | 2 | 2 | 2 | 37097.0 | 38174.0 | 40550.0 | 41577.0 | 41595.0 | 43264.0 | 2000 | 3000 | 2000 | 1000 | 2500 | 1000 | 1 |
| 4 | 280000 | Wanita | Sarjana | Menikah | 31 | 0 | 0 | 0 | 2 | 2 | 2 | 127609.0 | 76057.0 | 75377.0 | 68277.0 | 72042.0 | 65921.0 | 6000 | 6000 | 0 | 4800 | 0 | 2226 | 0 |
| 5 | 130000 | Pria | Sarjana | Menikah | 53 | 2 | 2 | 2 | 0 | 0 | 0 | 109994.0 | 125138.0 | 114344.0 | 96995.0 | 100086.0 | 92344.0 | 17100 | 17 | 4000 | 5000 | 4000 | 4000 | 1 |
| 6 | 340000 | Wanita | Sarjana | Lajang | 47 | 0 | 0 | 0 | 0 | 0 | 0 | 196112.0 | 183453.0 | 167592.0 | 162628.0 | 142779.0 | 139548.0 | 6446 | 6207 | 5758 | 4853 | 4940 | 4600 | 0 |
| 7 | 260000 | Pria | SMA | Menikah | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 8654.0 | 15260.0 | 6790.0 | 10070.0 | 585.0 | 435.0 | 15328 | 6914 | 10098 | 585 | 435 | 427 | 0 |
| 8 | 20000 | Wanita | SMA | Lajang | 54 | 0 | 0 | 0 | 0 | 0 | 0 | 16120.0 | 17160.0 | 18083.0 | 15096.0 | 15396.0 | 15720.0 | 1308 | 1231 | 1244 | 544 | 565 | 1500 | 1 |
| 9 | 60000 | Pria | Sarjana | Menikah | 35 | 0 | 0 | 0 | 2 | 2 | 2 | 10560.0 | 11312.0 | 13050.0 | 12578.0 | 14008.0 | 13179.0 | 1200 | 1900 | 0 | 1600 | 0 | 500 | 1 |
| 10 | 80000 | Wanita | SMA | Lajang | 27 | 1 | 4 | 3 | 2 | 0 | 0 | 84718.0 | 82861.0 | 80581.0 | 51537.0 | 51381.0 | 48866.0 | 0 | 0 | 0 | 1790 | 1890 | 1740 | 1 |
| limit_bal | sex | education | marriage | age | pay_1 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | gb_flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||||||||||||
| 30943 | 100000 | Pria | Sarjana | Lajang | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 82238.0 | 100753.0 | 93209.0 | 89813.0 | 55359.0 | 32227.0 | 20000 | 0 | 3501 | 3021 | 5011 | 53408 | 0 |
| 30944 | 50000 | Pria | Sarjana | Lajang | 36 | 1 | 2 | 2 | 2 | 2 | 2 | 19649.0 | 20526.0 | 19909.0 | 22096.0 | 22438.0 | 21941.0 | 1500 | 0 | 2531 | 1000 | 0 | 2000 | 1 |
| 30945 | 150000 | Wanita | Sarjana | Menikah | 29 | 1 | 0 | 0 | 0 | 2 | 2 | 123248.0 | 126311.0 | 130388.0 | 138246.0 | 140513.0 | 118464.0 | 5000 | 6000 | 10500 | 5015 | 173 | 102 | 1 |
| 30946 | 180000 | Pria | Pascasarjana | Lajang | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 1073.0 | 3191.0 | 10693.0 | 11285.0 | 13863.0 | 5646.0 | 3206 | 10696 | 1291 | 3877 | 11077 | 700 | 0 |
| 30947 | 280000 | Pria | Sarjana | Lajang | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 261602.0 | 267238.0 | 273951.0 | 262720.0 | 130384.0 | 102181.0 | 10000 | 11075 | 8972 | 5182 | 10000 | 4000 | 0 |
| 30948 | 100000 | Wanita | Pascasarjana | Menikah | 44 | 0 | 0 | 0 | 0 | 0 | 2 | 68444.0 | 71722.0 | 73525.0 | 75303.0 | 79994.0 | 78550.0 | 5000 | 3000 | 3000 | 5900 | 0 | 5000 | 1 |
| 30949 | 400000 | Wanita | Pascasarjana | Lajang | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 5154.0 | 6016.0 | 7056.0 | 7310.0 | 9943.0 | 12849.0 | 1060 | 1100 | 310 | 3000 | 3000 | 6100 | 0 |
| 30950 | 250000 | Wanita | Sarjana | Lajang | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 46948.0 | 46351.0 | 33227.0 | 33732.0 | 32245.0 | 37589.0 | 2500 | 10000 | 3000 | 3000 | 8000 | 0 | 0 |
| 30951 | 270000 | Pria | Sarjana | Lajang | 31 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 1521.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1521 | 0 | 0 | 0 | 0 | 200 | 0 |
| 30952 | 400000 | Wanita | Pascasarjana | Lajang | 29 | 0 | 0 | 2 | 0 | 0 | 0 | 74829.0 | 77970.0 | 70557.0 | 71867.0 | 72137.0 | 72955.0 | 7017 | 0 | 3200 | 2750 | 3000 | 5800 | 1 |
Most frequently occurring
| limit_bal | sex | education | marriage | age | pay_1 | pay_2 | pay_3 | pay_4 | pay_5 | pay_6 | bill_amt1 | bill_amt2 | bill_amt3 | bill_amt4 | bill_amt5 | bill_amt6 | pay_amt1 | pay_amt2 | pay_amt3 | pay_amt4 | pay_amt5 | pay_amt6 | gb_flag | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64 | 10000 | Pria | Sarjana | Lajang | 32 | 1 | 2 | 0 | 0 | 0 | 0 | 9001.0 | 8322.0 | 8630.0 | 8630.0 | 7850.0 | 8150.0 | 0 | 1400 | 0 | 0 | 1600 | 0 | 1 | 12 |
| 3554 | 320000 | Wanita | SMA | Lajang | 40 | 1 | 2 | 2 | 2 | 2 | 0 | 298343.0 | 304421.0 | 298042.0 | 315502.0 | 310308.0 | 306056.0 | 12300 | 0 | 24000 | 0 | 11000 | 14000 | 1 | 11 |
| 133 | 10000 | Wanita | Sarjana | Menikah | 46 | 1 | 2 | 2 | 2 | 2 | 2 | 7660.0 | 8689.0 | 8403.0 | 9505.0 | 8889.0 | 10263.0 | 1306 | 0 | 1735 | 0 | 2000 | 0 | 1 | 10 |
| 385 | 20000 | Pria | Sarjana | Menikah | 38 | 0 | 0 | 0 | 0 | 0 | 2 | 5705.0 | 6715.0 | 7736.0 | 8745.0 | 9394.0 | 9101.0 | 1266 | 1287 | 1296 | 945 | 0 | 481 | 1 | 10 |
| 2828 | 140000 | Pria | Sarjana | Lajang | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 144904.0 | 143827.0 | 141805.0 | 65352.5 | 18432.5 | 81185.0 | 10000 | 10000 | 5000 | 6000 | 76000 | 3000 | 1 | 10 |
| 1 | 10000 | Pria | Pascasarjana | Lajang | 23 | 0 | 2 | 0 | 0 | 0 | 0 | 780.0 | 390.0 | 390.0 | 0.0 | 780.0 | 0.0 | 0 | 390 | 0 | 780 | 0 | 0 | 1 | 9 |
| 147 | 20000 | Pria | Pascasarjana | Lajang | 24 | 1 | 2 | 2 | 4 | 3 | 2 | 17375.0 | 16799.0 | 21408.0 | 20779.0 | 20170.0 | 19721.0 | 0 | 4893 | 0 | 0 | 0 | 1000 | 1 | 9 |
| 401 | 20000 | Pria | Sarjana | Menikah | 43 | 0 | 0 | 0 | 0 | 0 | 0 | 12721.0 | 14102.0 | 14870.0 | 16116.0 | 16436.0 | 16781.0 | 1600 | 1300 | 1500 | 588 | 610 | 611 | 1 | 9 |
| 590 | 20000 | Wanita | Sarjana | Menikah | 34 | 0 | 0 | 0 | 2 | 3 | 2 | 6827.0 | 7759.0 | 9618.0 | 10313.0 | 9863.0 | 9558.0 | 1200 | 2000 | 1000 | 0 | 0 | 508 | 1 | 9 |
| 710 | 30000 | Pria | Sarjana | Lajang | 24 | 1 | 2 | 2 | 2 | 0 | 0 | 27262.0 | 26545.0 | 28590.0 | 27831.0 | 28433.0 | 30257.0 | 0 | 2800 | 0 | 1050 | 2300 | 0 | 1 | 9 |